Memory is just too useful now that you can use it to drive cars and write code.
Memory is just too useful now that you can use it to drive cars and write code.
Which directly leads to the next big development: all the big players are investing in silicon with "baked-in" models, like [0,1]. Turns out you don't need an expensive general-purpose GPU with heaps of RAM to contain a model when you can make a custom ASIC around one specific model! Why spend a fortune on DRAM / HBM when all you need is some finetuning parameters which are easily stored in on-die SRAM?
[0]: https://www.theregister.com/systems/2026/08/06/amd-acquires-...
[1]: https://thenextweb.com/news/google-frozen-chip-gemini-silico...
Everyone. Open models are going to keep prices down. A lot of current models are more than usable. Self-hosting would have been an option if hardware prices get back to sane values.
The insane investments have to do with insane over-valuations, VCs involved and hence media spam on it. Chinese labs for example make do with 1% of the valuation and 1% of the resources.
Yesterday a coworker posted on a customer's Slack the specs of a box he is planning to buy to run local models. It's about 5k Euro. I am paying 18 Euro per month for Claude Pro and I'm going through a migration (almost a total rewrite) of a web app from Vue 2 / Vuetify 2 / Vuex to Vue 3 / Vuetify 4 / Pinia. I never hit the 6 hours limit. I could consider running an equivalent model on a 500 Euro machine (about 2 years of Claude Pro) but 5k is 20 years and that box will be obsolete or will have failed beyond repair (no spares) much earlier than that.
In any other business choosing (2) would mean someone else swoops in and steals all your business. It doesn't look like this is at all possible for memory fabs.
FWIW - Lots of people seem to believe the "in any other business", but it turns out there are tons and tons of places it is equally untrue, even where there is near zero time or cost barrier to entry.
You can use the state of the art from 20 years ago for that.